Time-varying background: It is straightforward to generalize the objective REF  to include a time-varying background, using either a low-rank model (as in [1]}) or a ring-structured model (as in [2]}). For the low-rank background model, we have found that performing an SVD on the data excluding the support of the superpixels provides an efficient initialization for the background temporal components.
